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Marquez Buckenheimer

Marquez Buckenheimer

Freelance AI Data Labeler (via Prolific)

USA flagIndustry, Usa
$25.00/hrIntermediateOtherInternal Proprietary Tooling

Key Skills

Software

Other
Internal/Proprietary Tooling

Top Subject Matter

AI-Generated Video Quality Assessment

Top Data Types

VideoVideo
ImageImage
AudioAudio

Top Task Types

RLHFRLHF
Red TeamingRed Teaming
Evaluation/RatingEvaluation/Rating

Freelancer Overview

Freelance AI Data Labeler (via Prolific). Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes eBay E-commerce Store, ​Business Owner (2022). AI-training focus includes data types such as Video and labeling workflows including Evaluation and Rating.

IntermediateEnglish

Labeling Experience

AI Video Evaluation & Preference Ranking (Vortex/Oasis)

VideoRLHF
Conducted high-volume video evaluation and rating for advanced text to video models. Performed RLHF ranking of side by side clips to improve model realism, prompt adherence, and motion consistency. Actively engaged in red teaming by identifying visual hallucinations, physics glitches (e.g., temporal inconsistencies), and artifacts to enhance model safety and quality.

Conducted high-volume video evaluation and rating for advanced text to video models. Performed RLHF ranking of side by side clips to improve model realism, prompt adherence, and motion consistency. Actively engaged in red teaming by identifying visual hallucinations, physics glitches (e.g., temporal inconsistencies), and artifacts to enhance model safety and quality.

2026 - Present

Interactive AI Feedback & MultiModdal Assessment (Merlin AI)

VideoRLHF
Participated in multimodal AI assessments requiring video-based feedback and subjective evaluation. Analyzed prompts and model outputs to provide recorded human insights on accuracy, logic, and presentation. Contributed to dataset diversity by providing unique perspectives for AI conversational training

Participated in multimodal AI assessments requiring video-based feedback and subjective evaluation. Analyzed prompts and model outputs to provide recorded human insights on accuracy, logic, and presentation. Contributed to dataset diversity by providing unique perspectives for AI conversational training

2025 - Present

Freelance AI Data Labeler (via Prolific)

OtherVideo
I evaluated AI-generated video clips for realism, quality, and prompt adherence for major AI research clients. My work included identifying visual artifacts, ensuring natural movements, and providing constructive feedback for model improvement. I maintained strict adherence to client guidelines and consistently achieved a high-quality rating in my evaluations. • Performed hundreds of evaluations focused on physics consistency and visual realism. • Specialized in spotting AI-generated 'hallucinations' and temporal inconsistencies. • Contributed to human-in-the-loop training methods for generative models. • Worked primarily on Oasis and Vortex projects through the Prolific platform.

I evaluated AI-generated video clips for realism, quality, and prompt adherence for major AI research clients. My work included identifying visual artifacts, ensuring natural movements, and providing constructive feedback for model improvement. I maintained strict adherence to client guidelines and consistently achieved a high-quality rating in my evaluations. • Performed hundreds of evaluations focused on physics consistency and visual realism. • Specialized in spotting AI-generated 'hallucinations' and temporal inconsistencies. • Contributed to human-in-the-loop training methods for generative models. • Worked primarily on Oasis and Vortex projects through the Prolific platform.

2024 - Present

Education

​

​Business Owner

eBay E-commerce Store

eBay E-commerce Store
2022

Work History

E

eBay

Business Owner

Industry
2022 - Present
R

Regenex Corporation

Machine Operator & Mechanical Die Setter

West Middle Sex
2021 - 2024